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According to The Oxford Dictionary of Proverbs, the phrase "Every cloud has a silver lining" is

a poetic sentiment that even the gloomiest outlook contains some hopeful or consoling aspect. Cf. [1634 Milton Comus I. 93] Was I deceiv'd, or did a sable cloud Turn forth her silver lining on the night?